Lorenz Hufe

Dyslexify: A Mechanistic Defense Against Typographic Attacks in CLIP

Typographic attacks exploit multi-modal systems by injecting text into images, leading to targeted misclassifications, malicious content generation and even Vision-Language Model jailbreaks. In this work, we analyze how CLIP vision encoders behave under typographic attacks, locating specialized atte…